The letter had been tucked into the pages of a forgotten book, unearthed during a recent move. Liam recognized the handwriting instantly. His vision blurred, and he had to sit down. He sat on the floor, the ancient, leather-bound volume forgotten at his side.

He read it, his lips twisting into a silent sneer. The words, so carefully chosen, felt like a slap in the face. Each phrase was a reminder of what he had endured. He could feel his hands clench into fists and his breathing grow shallow.

He carefully put the letter back inside the book, then threw the book, with all his force, across the room. The sound of the impact seemed to momentarily satisfy him.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262